{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from time import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x109a787b8>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pHXFaGD/SrRtceqlVseRH66spNm+Gu+/WLUVy8XOJblPEL4NSUQHV1f7LsZi8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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105a06518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = np.linspace(1, 10, 100)\n",
    "y = np.sin(x) ** 2\n",
    "\n",
    "plt.plot(y, 'o-')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y = sin(x)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total dataset size:\n",
      "n_samples: 1288\n",
      "n_features: 1850\n",
      "n_classes: 7\n"
     ]
    }
   ],
   "source": [
    "import logging\n",
    "from sklearn.datasets import fetch_lfw_people\n",
    "\n",
    "# Display progress logs on stdout\n",
    "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(message)s')\n",
    "\n",
    "lfw_people = fetch_lfw_people(min_faces_per_person=70, resize=0.4)\n",
    "X = lfw_people.data\n",
    "n_samples, n_features = X.shape\n",
    "\n",
    "# the label to predict is the id of the person\n",
    "y = lfw_people.target\n",
    "target_names = lfw_people.target_names\n",
    "n_classes = target_names.shape[0]\n",
    "\n",
    "print(\"Total dataset size:\")\n",
    "print(\"n_samples: %d\" % n_samples)\n",
    "print(\"n_features: %d\" % n_features)\n",
    "print(\"n_classes: %d\" % n_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "height: 50 pixels\n",
      "width: 37 pixels\n"
     ]
    }
   ],
   "source": [
    "# introspect the images arrays to find the shapes (for plotting)\n",
    "n_samples, h, w = lfw_people.images.shape\n",
    "print(\"height: %d pixels\" % h)\n",
    "print(\"width: %d pixels\" % w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HR0CgzgOP+IgGVxG6bhXqRth5Zt69cm3SdnPM582TtsUVuvZlHiDQCJb2Vyuo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5xOcIiudmKJJ1YjkZFTiuMwkWfOWBMwq1pBOJI2IHHu403WDOqqjvsn7OxO+T7AAT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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107283978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_gallery(images, titles, h, w, n_row=3, n_col=4):\n",
    "    \"\"\"Helper function to plot a gallery of portraits\"\"\"\n",
    "    plt.figure(figsize=(1.8 * n_col, 2.4 * n_row))\n",
    "    plt.subplots_adjust(bottom=0, left=.01, right=.99, top=.90, hspace=.35)\n",
    "    for i in range(n_row * n_col):\n",
    "        plt.subplot(n_row, n_col, i + 1)\n",
    "        plt.imshow(images[i].reshape((h, w)), cmap=plt.cm.gray)\n",
    "        plt.title(titles[i], size=12)\n",
    "        plt.xticks(())\n",
    "        plt.yticks(())\n",
    "\n",
    "        \n",
    "plot_gallery(X, target_names[y], h, w)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Split dataset into a training and testing set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute a PCA (eigenfaces) on the face dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unsupervised feature extraction / dimensionality reduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting the top 150 eigenfaces from 966 faces\n",
      "done in 0.379s\n"
     ]
    },
    {
     "data": {
      "image/png": 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RexyuExUZ0WdCciSpBJ6RqgqQG+/yiCNIQuvFJO8MTmaEtM6aNmsjp106RiIM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\n0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QAOQNwiHW4n7s+Cc9zcvDNc3V9ND0xNKjKrm7NTlz7PHnes7I8jcQZ5lzFSAgiQ53Q8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F2DQc3ndXukhpLdH3tPI/W4+FisVMPv1oc8JtXnjKMCdwvyXaBX2cXvFx7ouiO+Phxw5uqrCQ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\nAVj6r/RbejjeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a5aa6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "n_components = 150\n",
    "\n",
    "print(\"Extracting the top %d eigenfaces from %d faces\"\n",
    "      % (n_components, X_train.shape[0]))\n",
    "t0 = time()\n",
    "pca = PCA(n_components=n_components, svd_solver='randomized', whiten=True).fit(X_train)\n",
    "print(\"done in %0.3fs\" % (time() - t0))\n",
    "\n",
    "eigenfaces = pca.components_.reshape((n_components, h, w))\n",
    "\n",
    "eigenface_titles = [\"eigenface %d\" % i for i in range(eigenfaces.shape[0])]\n",
    "plot_gallery(eigenfaces, eigenface_titles, h, w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Projecting the input data on the eigenfaces orthonormal basis\n",
      "done in 0.046s\n"
     ]
    }
   ],
   "source": [
    "print(\"Projecting the input data on the eigenfaces orthonormal basis\")\n",
    "t0 = time()\n",
    "X_train_pca = pca.transform(X_train)\n",
    "X_test_pca = pca.transform(X_test)\n",
    "print(\"done in %0.3fs\" % (time() - t0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2EjpKZwTUdweQmRPi3Rm0GR7qT5YN9K2femBT2Q5waDvuQGpOyx0cHWrmeLmZ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slrXoLkyIwByfwq5wG2chog270bvBw/f/6c/v748WM2J5nLndz/bs8EBOmsTTdyLQbDjt+6yrkY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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109abeb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train_reconstructed = np.dot(X_train_pca, pca.components_)\n",
    "plot_gallery(X_train_reconstructed, target_names[y_train], h, w, n_row=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8kD/Txce9KbpPdTP51l6CxXPogzxhdJvTNbRZfbcuT9J1bs8poCd9Tvoi+VKO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\nUMWdZ7reHbu/98MnmYCCiMaa+ksZL50XFTSNlTxIGUpyan7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tJuBFJ+IlTW8n8cX78bnx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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10aff5ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_gallery(X_train, target_names[y_train], h, w, n_row=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training on classification model on the new representation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting the classifier to the training set\n",
      "done in 4.402s\n",
      "Best estimator found by grid search:\n",
      "SVC(C=10, cache_size=200, class_weight='balanced', coef0=0.0,\n",
      "  decision_function_shape=None, degree=3, gamma=0.0001, kernel='rbf',\n",
      "  max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
      "  tol=0.001, verbose=False)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "print(\"Fitting the classifier to the training set\")\n",
    "t0 = time()\n",
    "param_grid = {'C': [1, 10, 100],\n",
    "              'gamma': [0.0001, 0.001, 0.01, 0.1]}\n",
    "\n",
    "clf = GridSearchCV(SVC(kernel='rbf', class_weight='balanced'), param_grid, n_jobs=2)\n",
    "clf = clf.fit(X_train_pca, y_train)\n",
    "\n",
    "print(\"done in %0.3fs\" % (time() - t0))\n",
    "print(\"Best estimator found by grid search:\")\n",
    "print(clf.best_estimator_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Qualitative evaluation of the model quality on the test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicting people's names on the test set\n",
      "done in 0.059s\n"
     ]
    },
    {
     "data": {
      "image/png": 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MWuUJU3lkhMUgJBl+3omgzW33nDHCk8JqAJECYvKYEDTl94r3qJQ5d5VnMXQ9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+3tbaytrWE4HAIANjc38Zu/+ZtotVrlEkxPJRAMslo8GgcuTdSIgCpsNQqK+D3yE4ECeqsUZL0+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\nXIX594vx2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qd8PFXf1NU4XYUWKjSM0HikoHOUQ4054z5LAP2cuvv78X6NnNGIzpvnXnV9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\nbLvEmQkek6VUaukFnWvTRYCJTE22ukCS6UemKxHry+R5zWyTLAdcGZvVZnt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1zX1P7W++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      "text/plain": [
       "<matplotlib.figure.Figure at 0x104008d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Predicting people's names on the test set\")\n",
    "t0 = time()\n",
    "y_pred = clf.predict(X_test_pca)\n",
    "print(\"done in %0.3fs\" % (time() - t0))\n",
    "\n",
    "\n",
    "def title(y_pred, y_test, target_names, i):\n",
    "    pred_name = target_names[y_pred[i]].rsplit(' ', 1)[-1]\n",
    "    true_name = target_names[y_test[i]].rsplit(' ', 1)[-1]\n",
    "    return 'predicted: %s\\ntrue:      %s' % (pred_name, true_name)\n",
    "\n",
    "prediction_titles = [title(y_pred, y_test, target_names, i)\n",
    "                     for i in range(y_pred.shape[0])]\n",
    "\n",
    "plot_gallery(X_test, prediction_titles, h, w)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantitative evaluation of the model quality on the test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   precision    recall  f1-score   support\n",
      "\n",
      "     Ariel Sharon       0.64      0.73      0.68        22\n",
      "     Colin Powell       0.74      0.83      0.79        66\n",
      "  Donald Rumsfeld       0.62      0.84      0.71        25\n",
      "    George W Bush       0.96      0.79      0.87       123\n",
      "Gerhard Schroeder       0.74      0.83      0.78        24\n",
      "      Hugo Chavez       0.80      0.89      0.84        18\n",
      "       Tony Blair       0.80      0.75      0.78        44\n",
      "\n",
      "      avg / total       0.82      0.80      0.81       322\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "\n",
    "print(classification_report(y_test, y_pred, target_names=target_names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[16  3  1  0  0  1  1]\n",
      " [ 3 55  3  2  1  1  1]\n",
      " [ 2  0 21  0  0  1  1]\n",
      " [ 3 12  4 97  2  1  4]\n",
      " [ 0  1  2  0 20  0  1]\n",
      " [ 0  1  0  1  0 16  0]\n",
      " [ 1  2  3  1  4  0 33]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "print(confusion_matrix(y_test, y_pred, labels=range(n_classes)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
